{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv.imread(\"./image/horse.jpg\",0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x10b412310>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sobel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "x =cv.Sobel(img,cv.CV_16S,1,0)\n",
    "y = cv.Sobel(img,cv.CV_16S,0,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "absx = cv.convertScaleAbs(x)\n",
    "absy = cv.convertScaleAbs(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = cv.addWeighted(absx,0.5,absy,0.5,0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12aa7c990>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(res,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Schaar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "x =cv.Sobel(img,cv.CV_16S,1,0,ksize=-1)\n",
    "y = cv.Sobel(img,cv.CV_16S,0,1,ksize=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "absx = cv.convertScaleAbs(x)\n",
    "absy = cv.convertScaleAbs(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = cv.addWeighted(absx,0.5,absy,0.5,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12ad2ed50>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(res,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Laplacia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = cv.Laplacian(img,cv.CV_16S)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = cv.convertScaleAbs(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1297ea850>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(res,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Canny"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = cv.Canny(img,0,100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x128bdd110>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(res,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
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